current parameter status : 
sigma 2.0961 False
beta 0.97 False
phi 0.294 False
psi 0.1428 False
delta_h1 -1.6021 True
delta_h2 4.2731 True
eta 0.0 False
tfp 1.2606 True
price 0.8884 True
risk 0.0 False
-- 
number of parameters:  10
number of free parameters:  4
current parameter status : 
sigma 2.0961 False
beta 0.97 False
phi 0.294 False
psi 0.1428 False
delta_h1 -1.6021 True
delta_h2 4.2731 True
eta 0.0 False
tfp 1.2606 True
price 0.8884 True
risk 0.0 False
- using these moments:
mshare 0.09062949999999999 0.002163203147451219
trans_fromgood 0.9799505901108199 0.0035252540804465537
trans_frombad 0.34961556515803577 0.049239470940642106
grad2 1.0820892101034927 0.03087038218890085
grad3 1.082147568412408 0.03145186878606061
grad4 1.1013762404780216 0.02868160218733265
tfp 0.8982050373873612 0.005912598471688923
f =  51.790547091022276 , pars =  [-1.60208775  4.27307979  1.26059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09557966423150736
trans_fromgood 0.9799505901108199 0.9860612115483941
trans_frombad 0.34961556515803577 0.5527161819119992
grad2 1.0820892101034927 1.0091291572065826
grad3 1.082147568412408 1.014394869231029
grad4 1.1013762404780216 1.0181726609141086
tfp 0.8982050373873612 0.9148173251992956
f =  39.53283335556648 , pars =  [-1.50208775  4.27307979  1.26059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.0937089577625209
trans_fromgood 0.9799505901108199 0.9860612115483928
trans_frombad 0.34961556515803577 0.548403681445402
grad2 1.0820892101034927 1.0107189497990396
grad3 1.082147568412408 1.0168054540669529
grad4 1.1013762404780216 1.020705443291202
tfp 0.8982050373873612 0.902901296777409
f =  36.06797015182898 , pars =  [-1.60208775  4.37307979  1.26059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08863291138838862
trans_fromgood 0.9799505901108199 0.9873876626468971
trans_frombad 0.34961556515803577 0.5246191711977174
grad2 1.0820892101034927 1.010099253994814
grad3 1.082147568412408 1.0158487959009956
grad4 1.1013762404780216 1.019724191444184
tfp 0.8982050373873612 0.9004748148798408
f =  477.06663186004255 , pars =  [-1.60208775  4.27307979  1.36059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08594646836363838
trans_fromgood 0.9799505901108199 0.986061211548392
trans_frombad 0.34961556515803577 0.6242864617432906
grad2 1.0820892101034927 1.0085355311320676
grad3 1.082147568412408 1.0132431695868906
grad4 1.1013762404780216 1.0160931650760432
tfp 0.8982050373873612 1.0192242936237146
f =  146.00202934380658 , pars =  [-1.60208775  4.27307979  1.26059212  0.9884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.11497147472389566
trans_fromgood 0.9799505901108199 0.9860612115483921
trans_frombad 0.34961556515803577 0.36717197813247504
grad2 1.0820892101034927 1.0101983567741102
grad3 1.082147568412408 1.0196300440752442
grad4 1.1013762404780216 1.0325015433510834
tfp 0.8982050373873612 0.9044207559351414
f =  59.69457096688856 , pars =  [-1.70208775  4.27307979  1.26059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09884925594968878
trans_fromgood 0.9799505901108199 0.9860612115483927
trans_frombad 0.34961556515803577 0.5227655659020878
grad2 1.0820892101034927 1.0089693497631442
grad3 1.082147568412408 1.0162702843809486
grad4 1.1013762404780216 1.0220317633816811
tfp 0.8982050373873612 0.9188867933079277
f =  93.50189097472095 , pars =  [-1.60208775  4.17307979  1.26059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.10448980968720614
trans_fromgood 0.9799505901108199 0.9845952563700733
trans_frombad 0.34961556515803577 0.5873246383066506
grad2 1.0820892101034927 1.008535681779576
grad3 1.082147568412408 1.0135070681935228
grad4 1.1013762404780216 1.0170236924291334
tfp 0.8982050373873612 0.915256656398707
f =  317.0189425692832 , pars =  [-1.60208775  4.27307979  1.16059212  0.8884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.11112356735642842
trans_fromgood 0.9799505901108199 0.9860612115483922
trans_frombad 0.34961556515803577 0.42322875970716023
grad2 1.0820892101034927 1.008564494044615
grad3 1.082147568412408 1.0164354887615448
grad4 1.1013762404780216 1.0265248854488878
tfp 0.8982050373873612 0.8135133434072421
f =  26.4637291599901 , pars =  [-1.60208775  4.27307979  1.26059212  0.7884092 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09208764583774275
trans_fromgood 0.9799505901108199 0.9860612115483925
trans_frombad 0.34961556515803577 0.46464559002595146
grad2 1.0820892101034927 1.0089722842014028
grad3 1.082147568412408 1.015727118653216
grad4 1.1013762404780216 1.023241822496226
tfp 0.8982050373873612 0.89680161803071
f =  37.646540015382676 , pars =  [-1.55673359  4.36053311  1.24874987  0.80084617]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08450326333461444
trans_fromgood 0.9799505901108199 0.9872284228116154
trans_frombad 0.34961556515803577 0.47105047978741216
grad2 1.0820892101034927 1.0084318276168942
grad3 1.082147568412408 1.0147517788569858
grad4 1.1013762404780216 1.021378252094728
tfp 0.8982050373873612 0.8916807203783966
f =  28.911265034423884 , pars =  [-1.64698924  4.29064596  1.2508497   0.79737418]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09334657404438541
trans_fromgood 0.9799505901108199 0.9863039246989236
trans_frombad 0.34961556515803577 0.45462282855825187
grad2 1.0820892101034927 1.00769215763066
grad3 1.082147568412408 1.0137898870841553
grad4 1.1013762404780216 1.0215270103871643
tfp 0.8982050373873612 0.8915803656713113
f =  26.431112837359716 , pars =  [-1.59066183  4.26850762  1.259352    0.79021359]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09233584838389652
trans_fromgood 0.9799505901108199 0.9859973351346975
trans_frombad 0.34961556515803577 0.46455164244160657
grad2 1.0820892101034927 1.0088711528054966
grad3 1.082147568412408 1.0159126763156876
grad4 1.1013762404780216 1.0236164682465232
tfp 0.8982050373873612 0.8976886710337738
f =  28.22149347367466 , pars =  [-1.60310785  4.25726819  1.25406737  0.77244157]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09179488215395684
trans_fromgood 0.9799505901108199 0.9858390654540106
trans_frombad 0.34961556515803577 0.47454471228594985
grad2 1.0820892101034927 1.0087616334358849
grad3 1.082147568412408 1.0153394599625074
grad4 1.1013762404780216 1.0224998167958206
tfp 0.8982050373873612 0.8923315996261314
f =  30.02118564259575 , pars =  [-1.58962445  4.2672083   1.26920643  0.78985896]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09079728217593815
trans_fromgood 0.9799505901108199 0.9859791293411666
trans_frombad 0.34961556515803577 0.47123930511468615
grad2 1.0820892101034927 1.0089246191062005
grad3 1.082147568412408 1.015655979510702
grad4 1.1013762404780216 1.02302190024405
tfp 0.8982050373873612 0.9091712979386195
f =  25.772016968910947 , pars =  [-1.59661103  4.27605054  1.25865612  0.79290193]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09225560845333405
trans_fromgood 0.9799505901108199 0.9861025587554999
trans_frombad 0.34961556515803577 0.44197479149297625
grad2 1.0820892101034927 1.0089300581847538
grad3 1.082147568412408 1.0161229009706485
grad4 1.1013762404780216 1.0245824638412677
tfp 0.8982050373873612 0.9053280257883449
f =  31.71887871608411 , pars =  [-1.58747091  4.29327936  1.25824195  0.78849122]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08836900118317129
trans_fromgood 0.9799505901108199 0.986339944471975
trans_frombad 0.34961556515803577 0.47392455489752
grad2 1.0820892101034927 1.0085569745114586
grad3 1.082147568412408 1.0149832321160566
grad4 1.1013762404780216 1.0220428522858005
tfp 0.8982050373873612 0.9085877823330787
f =  33.82764111889544 , pars =  [-1.59726819  4.27412894  1.26096209  0.80241813]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09057720098356771
trans_fromgood 0.9799505901108199 0.9860758277269919
trans_frombad 0.34961556515803577 0.512329864270355
grad2 1.0820892101034927 1.0076097373593813
grad3 1.082147568412408 1.012910512125527
grad4 1.1013762404780216 1.0185909757200842
tfp 0.8982050373873612 0.9037831411748761
f =  26.931748964638093 , pars =  [-1.60033648  4.28044443  1.25050922  0.79356749]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09196519883702081
trans_fromgood 0.9799505901108199 0.9861634885902739
trans_frombad 0.34961556515803577 0.46413472988997323
grad2 1.0820892101034927 1.0085240182566113
grad3 1.082147568412408 1.0149946217443961
grad4 1.1013762404780216 1.022445593001987
tfp 0.8982050373873612 0.8954036700730562
f =  26.56013807493111 , pars =  [-1.60449183  4.28147405  1.26043535  0.79520688]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.091783538966214
trans_fromgood 0.9799505901108199 0.9861777276546714
trans_frombad 0.34961556515803577 0.4605840321775246
grad2 1.0820892101034927 1.008896079351502
grad3 1.082147568412408 1.0155811780973552
grad4 1.1013762404780216 1.023182622614844
tfp 0.8982050373873612 0.9025613681997439
f =  27.24792569539164 , pars =  [-1.59263193  4.28468576  1.25822393  0.79596999]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.0909911383638856
trans_fromgood 0.9799505901108199 0.98622204951542
trans_frombad 0.34961556515803577 0.4728824948546238
grad2 1.0820892101034927 1.0088460288977816
grad3 1.082147568412408 1.0155603685946757
grad4 1.1013762404780216 1.0226719328156155
tfp 0.8982050373873612 0.8959406654428798
f =  27.001823215752506 , pars =  [-1.59337194  4.28245357  1.25841392  0.78594127]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09075427721937926
trans_fromgood 0.9799505901108199 0.9861912602040042
trans_frombad 0.34961556515803577 0.4689062503291464
grad2 1.0820892101034927 1.0088593559125607
grad3 1.082147568412408 1.015524108883977
grad4 1.1013762404780216 1.0228688560265442
tfp 0.8982050373873612 0.8945183876518886
f =  28.454728124686813 , pars =  [-1.60133186  4.27944376  1.25672362  0.7912233 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.0923592040268745
trans_fromgood 0.9799505901108199 0.9861496359905204
trans_frombad 0.34961556515803577 0.46297514057055383
grad2 1.0820892101034927 1.0090947035555613
grad3 1.082147568412408 1.0159551337061603
grad4 1.1013762404780216 1.0232221152586003
tfp 0.8982050373873612 0.889890100538348
f =  30.43765837488895 , pars =  [-1.59985986  4.27899134  1.2572794   0.79092672]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08995447078897575
trans_fromgood 0.9799505901108199 0.9861433683611641
trans_frombad 0.34961556515803577 0.4905212113216526
grad2 1.0820892101034927 1.0077447438518825
grad3 1.082147568412408 1.0134286334719635
grad4 1.1013762404780216 1.0200842409797406
tfp 0.8982050373873612 0.9022089565325495
f =  27.98124642243441 , pars =  [-1.5960447   4.27677993  1.25881371  0.7932518 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09163711285514993
trans_fromgood 0.9799505901108199 0.9861126917972586
trans_frombad 0.34961556515803577 0.456299800909951
grad2 1.0820892101034927 1.0084033490149702
grad3 1.082147568412408 1.0148274214978432
grad4 1.1013762404780216 1.022616446343337
tfp 0.8982050373873612 0.906964985692673
f =  29.562573101899385 , pars =  [-1.59794736  4.27422741  1.25768936  0.79335561]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09138947839895323
trans_fromgood 0.9799505901108199 0.9860771988231264
trans_frombad 0.34961556515803577 0.4862609905207611
grad2 1.0820892101034927 1.0078704793238353
grad3 1.082147568412408 1.0136685293744208
grad4 1.1013762404780216 1.020488593046534
tfp 0.8982050373873612 0.8952884904464936
f =  26.15821927205439 , pars =  [-1.59636253  4.27646022  1.25865636  0.7920242 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09204688216006977
trans_fromgood 0.9799505901108199 0.9861082511048496
trans_frombad 0.34961556515803577 0.4459474207303608
grad2 1.0820892101034927 1.0087309821720003
grad3 1.082147568412408 1.0157985202521629
grad4 1.1013762404780216 1.0241721827995407
tfp 0.8982050373873612 0.9054649288030855
f =  27.83891809320645 , pars =  [-1.59689592  4.27580055  1.25956691  0.79273825]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09126254117963747
trans_fromgood 0.9799505901108199 0.9860990840581007
trans_frombad 0.34961556515803577 0.4617875982626246
grad2 1.0820892101034927 1.0087975266905629
grad3 1.082147568412408 1.0155251716008358
grad4 1.1013762404780216 1.0231128880225981
tfp 0.8982050373873612 0.9064661859898859
f =  26.46176504781852 , pars =  [-1.59647918  4.27570507  1.25886011  0.79380838]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09361328579851137
trans_fromgood 0.9799505901108199 0.9860977568362462
trans_frombad 0.34961556515803577 0.44170825918279577
grad2 1.0820892101034927 1.0090541750595334
grad3 1.082147568412408 1.016407968512332
grad4 1.1013762404780216 1.0250713081796152
tfp 0.8982050373873612 0.8923620120910297
f =  27.200369887553837 , pars =  [-1.59621854  4.2757183   1.2578456   0.79262151]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.0928051279348886
trans_fromgood 0.9799505901108199 0.9860979406922601
trans_frombad 0.34961556515803577 0.4560659373650081
grad2 1.0820892101034927 1.0090139226206374
grad3 1.082147568412408 1.0159050809886403
grad4 1.1013762404780216 1.023681214956376
tfp 0.8982050373873612 0.8920127717190489
f =  25.925832703017313 , pars =  [-1.59734073  4.27567281  1.25878867  0.7923476 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09207231764545162
trans_fromgood 0.9799505901108199 0.9860973082564664
trans_frombad 0.34961556515803577 0.45938777665654007
grad2 1.0820892101034927 1.0089296725449555
grad3 1.082147568412408 1.0157425076830173
grad4 1.1013762404780216 1.023413537053353
tfp 0.8982050373873612 0.8987324698618328
f =  35.06531018135196 , pars =  [-1.59726613  4.27642656  1.25815654  0.79332606]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08935387686376393
trans_fromgood 0.9799505901108199 0.9861077834871739
trans_frombad 0.34961556515803577 0.5179848269951219
grad2 1.0820892101034927 1.007295087663132
grad3 1.082147568412408 1.0123817539009927
grad4 1.1013762404780216 1.0181022240279907
tfp 0.8982050373873612 0.9033409116189179
f =  26.714079903928837 , pars =  [-1.59709837  4.27525718  1.25833393  0.79307304]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09225737238682219
trans_fromgood 0.9799505901108199 0.986091528709796
trans_frombad 0.34961556515803577 0.44408395113656624
grad2 1.0820892101034927 1.0086312885289586
grad3 1.082147568412408 1.0155101799794564
grad4 1.1013762404780216 1.023606480056006
tfp 0.8982050373873612 0.9064170448828766
f =  29.81219861549008 , pars =  [-1.59597433  4.27537421  1.2588544   0.79258909]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09137425548880598
trans_fromgood 0.9799505901108199 0.9860931563899654
trans_frombad 0.34961556515803577 0.46512305488945704
grad2 1.0820892101034927 1.0069392539539075
grad3 1.082147568412408 1.012401261604051
grad4 1.1013762404780216 1.019789935715975
tfp 0.8982050373873612 0.9070134776682234
f =  33.21206468416016 , pars =  [-1.5967722   4.27581218  1.25862274  0.79249438]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08979645670808446
trans_fromgood 0.9799505901108199 0.9860992457631145
trans_frombad 0.34961556515803577 0.49421870149078967
grad2 1.0820892101034927 1.0073645481696067
grad3 1.082147568412408 1.0127183265973383
grad4 1.1013762404780216 1.0189807539587474
tfp 0.8982050373873612 0.9073880978233079
f =  29.106704685226575 , pars =  [-1.59655421  4.27612562  1.25867205  0.7929316 ]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09087543074163808
trans_fromgood 0.9799505901108199 0.9861036021135305
trans_frombad 0.34961556515803577 0.46932700709765157
grad2 1.0820892101034927 1.008519354057022
grad3 1.082147568412408 1.0150217717796135
grad4 1.1013762404780216 1.022345920570512
tfp 0.8982050373873612 0.9071905750505801
f =  28.835478052770654 , pars =  [-1.59668959  4.27583922  1.2586334   0.79300757]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09105473512586039
trans_fromgood 0.9799505901108199 0.9860996217074988
trans_frombad 0.34961556515803577 0.4663644285761135
grad2 1.0820892101034927 1.008529763830245
grad3 1.082147568412408 1.0150208199070903
grad4 1.1013762404780216 1.0220707632298112
tfp 0.8982050373873612 0.9070818556737449
f =  33.798642974460186 , pars =  [-1.59658589  4.27609197  1.2586558   0.79281446]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08969150888635234
trans_fromgood 0.9799505901108199 0.9861031344861421
trans_frombad 0.34961556515803577 0.4977274013105419
grad2 1.0820892101034927 1.0072679721572302
grad3 1.082147568412408 1.0125665689789782
grad4 1.1013762404780216 1.0188245102476412
tfp 0.8982050373873612 0.9074857799727826
f =  29.593151312820677 , pars =  [-1.59666432  4.27604891  1.25870828  0.79296854]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.0908100347192697
trans_fromgood 0.9799505901108199 0.9861025361043346
trans_frombad 0.34961556515803577 0.4886394846238067
grad2 1.0820892101034927 1.0077874636581574
grad3 1.082147568412408 1.01350103396969
grad4 1.1013762404780216 1.0201904711533374
tfp 0.8982050373873612 0.8982100079372459
f =  24.947303860891527 , pars =  [-1.59658772  4.27603906  1.25856006  0.79289204]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09264936154057817
trans_fromgood 0.9799505901108199 0.9861023991696085
trans_frombad 0.34961556515803577 0.4419165622458451
grad2 1.0820892101034927 1.0088694925929873
grad3 1.082147568412408 1.0160535543064781
grad4 1.1013762404780216 1.0245238452823056
tfp 0.8982050373873612 0.9014159153171384
f =  28.983379963614183 , pars =  [-1.59654835  4.27598523  1.25858588  0.79296193]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09065461112780203
trans_fromgood 0.9799505901108199 0.9861016510937504
trans_frombad 0.34961556515803577 0.4764627424050236
grad2 1.0820892101034927 1.0088573446717295
grad3 1.082147568412408 1.0155503863809423
grad4 1.1013762404780216 1.0226198150585755
tfp 0.8982050373873612 0.9058030574252476
f =  32.24052571960938 , pars =  [-1.5966572   4.27607871  1.25852112  0.79293769]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.08990524807819027
trans_fromgood 0.9799505901108199 0.9861029502045392
trans_frombad 0.34961556515803577 0.49420319328297674
grad2 1.0820892101034927 1.0075665051552734
grad3 1.082147568412408 1.0131218520509462
grad4 1.1013762404780216 1.019645643314566
tfp 0.8982050373873612 0.9059046788471027
f =  25.62152668428458 , pars =  [-1.59663057  4.27595725  1.25856565  0.79285407]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09269169918643438
trans_fromgood 0.9799505901108199 0.9861012622859394
trans_frombad 0.34961556515803577 0.4503801888178403
grad2 1.0820892101034927 1.0089454161481801
grad3 1.082147568412408 1.0157331979531021
grad4 1.1013762404780216 1.0234068441501147
tfp 0.8982050373873612 0.8974141749985045
f =  29.194778950007308 , pars =  [-1.59655253  4.27612849  1.25854872  0.79286684]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09105735835456183
trans_fromgood 0.9799505901108199 0.986103642008558
trans_frombad 0.34961556515803577 0.4689003721124365
grad2 1.0820892101034927 1.0084475185578827
grad3 1.082147568412408 1.0146739147759247
grad4 1.1013762404780216 1.0216966571721342
tfp 0.8982050373873612 0.9070339857504336
f =  24.824254684455227 , pars =  [-1.59660135  4.27600336  1.25861013  0.79289826]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09309056526983885
trans_fromgood 0.9799505901108199 0.9861019031057646
trans_frombad 0.34961556515803577 0.44007806489143386
grad2 1.0820892101034927 1.0090296570698702
grad3 1.082147568412408 1.0162793378950408
grad4 1.1013762404780216 1.0248638023180994
tfp 0.8982050373873612 0.8977269675903695
f =  28.034064973688196 , pars =  [-1.59658485  4.27601145  1.25857046  0.79288482]
- current state of moments (data, sim):
mshare 0.09062949999999999 0.09138248996277863
trans_fromgood 0.9799505901108199 0.9861020155202289
trans_frombad 0.34961556515803577 0.45940117098415556
grad2 1.0820892101034927 1.0083929678356403
grad3 1.082147568412408 1.0151774141239898
grad4 1.1013762404780216 1.0231728028454983
tfp 0.8982050373873612 0.9070332789556347
estimation did converge, now computing standard errors...
             value   free        se
name                               
sigma     2.096055  False       NaN
beta      0.970000  False       NaN
phi       0.294007  False       NaN
psi       0.142842  False       NaN
delta_h1 -1.596601   True  0.095350
delta_h2  4.276003   True  0.015869
eta       0.000000  False       NaN
tfp       1.258610   True  0.009689
price     0.793898   True  0.065621
risk      0.000000  False       NaN
